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You Zhou

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Book Open access Aug 2026

Learning to Handle Constrained Routing Problems From a Decoupling Perspective

Neural Combinatorial Optimization (NCO) has emerged as a promising paradigm for solving Vehicle Routing Problems (VRPs), offering a compelling alternative to traditional heuristics. However, extending NCO to VRPs with complex constraints remains a significant challenge, as existing methods largely rely on hand-crafted...

Rui Cao, Zhiguang Cao, Yihan Huang et al. · 0 citations
Preprint Aug 2026

ReliableRAG: Combating Misinformation in Retrieval-Augmented Generation via Reliability-Guided Reasoning Chains

The proposed ReliableRAG is the first reliability-driven framework that mitigates deceptive misinformation in multi-hop QA through fine-grained evaluation of individual triples, and quantifies triple reliability by combining query-triple semantic relevance with triple credibility.

Jingjing Jiang, Xuan Wu, Wen-Hao Song et al. · 0 citations

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